I work on the intersection of economics and computing, focusing on the technical and economic basis for AI automation. I'm currently the Associate Director of Epoch AI.

Research

My research focuses on the economics of computing, AI automation, and key trends that will likely shape the development of advanced AI systems.

AI and Economic Impacts

Explosive growth from AI automation: A review of the arguments

Ege Erdil, Tamay Besiroglu

Economic impacts of AI-augmented R&D

Tamay Besiroglu, Nicholas Emery-Xu, Neil Thompson

Estimating Idea Production: A Methodological Survey

Ege Erdil, Tamay Besiroglu, Anson Ho

Integrated assessment model for AI

(work in progress)

Machine Learning and Computing

Compute trends across three eras of machine learning

Jaime Sevilla, Lennart Heim, Anson Ho, Tamay Besiroglu, Marius Hobbhahn, Pablo Villalobos

Algorithmic progress in language models

Anson Ho, Tamay Besiroglu, Ege Erdil, David Owen, Robi Rahman, Zifan Carl Guo, David Atkinson, Neil Thompson, Jaime Sevilla

Chinchilla Scaling: A Replication Attempt

Tamay Besiroglu, Ege Erdil, Matthew Barnett, Josh You

International Scientific Report on the Safety of Advanced AI

Chair: Prof. Yoshua Bengio
Writing Group: Daniel Privitera (lead writer), Tamay Besiroglu, Rishi Bommasani, Stephen Casper, Yejin Choi, et al.

Algorithmic progress in computer vision

Ege Erdil, Tamay Besiroglu

Limits to the Energy Efficiency of CMOS Microprocessors

Anson Ho, Ege Erdil, Tamay Besiroglu

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Pablo Villalobos, Jaime Sevilla, Lennart Heim, Tamay Besiroglu, Marius Hobbhahn, Anson Ho

Parameter, Compute and Data Trends in Machine Learning

Jaime Sevilla, Pablo Villalobos, Juan Felipe Cerón, Matthew Burtell, Lennart Heim, Amogh B. Nanjajjar, Anson Ho, Tamay Besiroglu, Marius Hobbhahn, Jean-Stanislas Denain, Owen Dudney

Securing America's Future: A Framework for Critical Technology Assessment

Large multistakeholder report

Toward trustworthy AI development: mechanisms for supporting verifiable claims

Large multistakeholder report

Are models getting harder to find?

Tamay Besiroglu

Chimeric forecasting: combining probabilistic predictions from computational models and human judgment

Thomas McAndrew, Allison Codi, Juan Cambeiro, Tamay Besiroglu, David Braun, Eva Chen, Luis Enrique Urtubey de Cesaris, Damon Luk

Inferring the effectiveness of government interventions against COVID-19

Jan M Brauner, Sören Mindermann, Mrinank Sharma, David Johnston, John Salvatier, Tomáš Gavenčiak, Anna B Stephenson, Gavin Leech, George Altman, Vladimir Mikulik, Alexander John Norman, Joshua Teperowski Monrad, Tamay Besiroglu, et al.

Tools and aggregation techniques for epidemiological forecasting

Thomas McAndrew, Juan Cambeiro, Allison Codi, Tamay Besiroglu, David Braun, Eva Chen, Luis Enrique Urtubey de Cesaris, et al.

Media